Downstream performance prediction on HE (Heart) corrupted with Laplace noise
38.7Downstream PerformanceLassoNet + MLP
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| LassoNet + MLPCorruption percentage (%)=502023.11 | 38.7 | 4.45 | |
| AM + MLPCorruption percentage (%)=502023.11 | 38.7 | 3.91 | |
| XGBoost + MLPCorruption percentage (%)=502023.11 | 38.5 | 2.64 | |
| AGL + MLPCorruption percentage (%)=502023.11 | 38.4 | 3.36 | |
| Deep Lasso + MLPCorruption percentage (%)=502023.11 | 38.3 | 1.91 | |
| AGL + MLPCorruption percentage (%)=752023.11 | 38.2 | 3.09 | |
| XGBoost + MLPCorruption percentage (%)=752023.11 | 38 | 2 | |
| RF + MLPCorruption percentage (%)=502023.11 | 37.9 | 5 | |
| 1L Lasso + MLPCorruption percentage (%)=502023.11 | 37.8 | 3.09 | |
| Deep Lasso + MLPCorruption percentage (%)=752023.11 | 37.7 | 2 | |
| Lasso + MLPCorruption percentage (%)=752023.11 | 37.6 | 4.36 | |
| LassoNet + MLPCorruption percentage (%)=752023.11 | 37.5 | 5.09 | |
| Lasso + MLPCorruption percentage (%)=502023.11 | 37.4 | 6.55 | |
| No FS + MLPCorruption percentage (%)=502023.11 | 37.2 | 8.27 | |
| 1L Lasso + MLPCorruption percentage (%)=752023.11 | 37.2 | 3.73 | |
| RF + MLPCorruption percentage (%)=752023.11 | 36.7 | 4.45 | |
| No FS + MLPCorruption percentage (%)=752023.11 | 35.7 | 7.73 | |
| Univariate + MLPCorruption percentage (%)=502023.11 | 34.5 | 7 | |
| Univariate + MLPCorruption percentage (%)=752023.11 | 33.8 | 7.64 |